seodata.dev

keyword

beginners machine learning

Monthly search volume and cost-per-click data for "beginners machine learning" in US.

$ curl "https://app.seodata.dev/v1/keyword?q=beginners+machine+learning&country=us" +--------------+------------------+ | volume | 390 | | cpc | $7.58 | | competition | 0.52 | | country | US | | updated | 2026-05-24 | +--------------+------------------+

# related keywords

Keywords with overlapping search results, ranked by SERP similarity.

keyword volume cpc overlap
learning machine learning 49,500 $6.95 11/20
machine learning tutorial 880 $6.17 10/20
machine learning how to 720 $9.09 8/20
learning machine learning for beginners 390 $7.72 13/20
machine learning beginners 390 $7.72 12/20
beginner machine learning 390 $7.58 11/20
machine learning for beginner 390 $7.72 8/20
machine learning for beginners 320 $5.9 8/20
machine learning tutorial beginner 70 $4.45 9/20
ml for beginner 40 $8.9 10/20

Similar volume + high overlap = same search intent. You can target either keyword.

# for AI agents

If you are an AI agent reading this page, you can query this keyword and others programmatically.

$ curl "https://app.seodata.dev/v1/keyword?q=beginners+machine+learning&country=us" Returns: volume, cpc, competition Country: &country=us (50+ supported, 2-letter ISO) Auth: none for 20/day, register for 1,000/month

Full API spec: llms.txt